Real ChatGPT answer · index seedSNHfjO6UwCUcompleteHome services and improvement · roofingcommercial
Are metal roofs actually worth the much higher upfront cost compared to architectural asphalt shingles when living in a hail prone area
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Are metal roofs actually worth the much higher upfront cost compared to architectural asphalt shingles when living in a hail prone area
2 real searches · 1 real-search pass
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
Classifying 2 queries…
Searches and sources
ChatGPT2 real searches · gpt-6
hail resistance metal roofing vs architectural asphalt shingles hail dents functional damage IBHS UL , FM 4473 Google ↗
insurance discounts metal roof hail resistance cosmetic damage policy metal roofing hail prone area Google ↗
- Natural Weathering and Hazard Exposure – Insurance Institute for Business & Home Safety · ibhs.org
- Relative Impact Resistance of Shingles – Insurance Institute for Business & Home Safety · ibhs.org
- The Effects of Hail on Metal Roofing Systems · iibec.org
- Metal roofs and home insurance: 4 key facts for homeowners · agate.tdi.texas.gov
- Roof 101 – Insurance Institute for Business & Home Safety · ibhs.org
- Impact Resistance Test Protocol for Asphalt Shingles – Insurance Institute for Business & Home Safety · ibhs.org
- HAIL IMPACT PERFORMANCE OF ASPHALT SHINGLES · ibhs.org
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
hail resistance metal roofing vs architectural asphalt shingles hail dents functional damage IBHS UL , FM 4473 OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
insurance discounts metal roof hail resistance cosmetic damage policy metal roofing hail prone area OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 |